I’ve been tracking CS Disco (NYSE: LAW) since I was the first investor in a legaltech eDiscovery competitor to it, Logikcull, way back in 2015. They IPO’d and then in 2021, and we wrote about them when they hit $120M in ARR. Back then, the stock was trading at almost 20x ARR. The market cap was $2.25 billion. Logikcull sold for almost $300m in 2023 after raising a modest amount of capital.
But maybe Logikcull was the real winner, selling for almost $300m while raising just 2.5 modest VC rounds.
Because CS Disco today is trading at a brutal … 1x ARR net of cash:
- The market cap is around $250M. With ~$110M in cash and no debt, the enterprise value is roughly $140M.
- On about $155M in revenue.
That’s roughly ~1x ARR on an enterprise value basis.
That really is brutal. A public, cloud-native B2B company with 75%+ gross margins, real customers, real AI product (Cecilia AI), growing 10%+ … valued at 1x revenue net of cash.
So what happened? And what does this actually tell us?
A Quick Refresher on CS Disco
DISCO is a legal tech company that makes cloud-native eDiscovery software — essentially helping lawyers and legal departments manage documents around lawsuits, investigations, and compliance. It’s a real category, and a big one. The eDiscovery market is a big one — about $15B+.
They IPO’d in July 2021 at $32/share. The stock opened at $44 and raced to nearly $66. At $120M ARR growing 67%, the market loved it. Almost 20x ARR.
Then everything went sideways.
The Path from 20x to 1x
The story of DISCO’s collapse from 20x to 1x ARR is basically a case study in what kills B2B valuations:
- Growth decelerated hard. Revenue growth went from 67% in 2021 to 18% in 2022 to basically flat in 2023. When you’re priced at 20x ARR, the market is paying for hypergrowth. When growth goes to zero, the repricing is brutal. 5% growth in 2024. They’re now re-accelerating to maybe 10% in 2025 — but the trust is gone.
- The founder imploded. Co-founder and CEO Kiwi Camara resigned in 2023 amid misconduct allegations. That’s about as bad as it gets for a public company already under pressure. Leadership instability is the kind of thing that makes institutional investors just sell and move on.
- Profitability remained elusive. They’ve never been profitable. Adjusted EBITDA was still negative $19M in 2024. It’s improving — nearly breakeven in Q3 2025 at negative $297K — but the target for EBITDA breakeven is Q4 2026. After five years as a public company.
- Net retention dipped below 100%. Their dollar-based net retention dropped to 92% in 2023 before recovering to 96% in 2024. Software net retention got back to 100%. But when you combine sub-100% NRR with single-digit growth, you’re signaling that the install base is shrinking, not expanding.
- There’s a pending securities class action lawsuit covering the IPO period (2021-2022), with a potential $15.5M exposure (net $6.3M after insurance). On top of that, the usual parade of shareholder rights firms — Halper Sadeh, Bragar Eagel, the Portnoy Law Firm — have been circling with “investigations” into the board. A legal tech company being sued and investigated by lawyers. You can’t make this stuff up.
The Math at 1x ARR
Let’s break down what the market is actually saying:
- Market cap: ~$250M
- Cash and short-term investments: ~$110M (as of Q3 2025), no debt
- Enterprise value: ~$140M
- TTM Revenue: ~$155M
- EV/Revenue: ~0.9x
The market is essentially saying: we’ll pay you for the cash on the balance sheet, and throw in the $155M revenue business almost for free.
CS Disco Is Growing. It’s Actually Working. Just Not Enough.
It’s not all bad. If you look past the stock chart, there are real signs of a turnaround under new CEO Eric Friedrichsen (joined April 2024):
- Software revenue is reaccelerating. Q3 2025 software revenue grew 17% year-over-year. Even excluding a one-time contingent case, it grew 13%. That’s the best growth in years.
- Big customers are growing faster. Revenue from $100K+ customers is growing at more than 2x the rate of smaller accounts. They now have 315 customers over $100K and 19 over $1M.
- Cecilia AI is early but real. Their AI product — not just a wrapper on an LLM, but a decade of ML work on legal documents — is showing 300%+ year-over-year customer adoption growth. Revenue from Cecilia grew 12x from Q3 2024 to Q3 2025. Auto Review processes 32,000 documents per hour with 90%+ precision and recall vs. the 75% industry standard for human review. That’s the kind of AI product that actually matters.
- Gross margins are improving. Up to 77% in Q3 2025 from 74% a year ago.
- The balance sheet is solid. $113.5M in cash, zero debt. At current burn rates, they’ve got 7+ years of runway. This company is not going bankrupt.
They are in better shape than many 2021 unicorns. Maybe even most.
So Why Does 1x ARR Happen?
This is the real lesson for founders and operators. What drives a public B2B company to trade at 1x ARR?
1. Trust is the hardest thing to rebuild. The market gave DISCO a premium for hypergrowth and a strong founder story. When both collapsed — growth and the CEO — the multiple compression was savage. And it takes years to earn back that trust. You can show two or three good quarters and the market will say “prove it again.”
2. Size matters. At $250M market cap, DISCO is too small for most institutional investors. The float is thin. Analyst coverage is minimal. There’s no natural buyer for the stock. You’re in a liquidity desert.
3. Profitability expectations have changed. In 2021, investors would fund growth at any cost. In 2025-2026, a company at $155M in revenue that’s still not profitable gets a real discount, at least in the public markets. Not a small one — an existential one.
4. Being an incumbent in a hot category can be worse than being in a boring one. Here’s the irony: legal AI is one of the hottest categories in B2B right now. Harvey is raising at $11B. Legora at $1.8B. VCs are pouring billions into legal tech. But that hurts DISCO, not helps. When the market sees well-funded AI-native competitors coming for your customers, the incumbent gets repriced as the disrupted, not the disruptor. DISCO would almost trade at a higher multiple if it were in a sleepy category with no VC-funded insurgents.
5. Usage-based revenue creates uncertainty. About 88% of DISCO’s revenue has historically been usage-based (per matter/case), not subscription. This means revenue is inherently lumpy and harder to predict. Sometimes that’s OK, but it’s hurt CS Disco’s consistency.
The Founder Takeaway
If you’re a B2B founder, DISCO at 1x ARR is what you should study. Not because it’s a cautionary tale of failure — the product is real, the customers are real, the revenue is real. But because it shows how brutally the market punishes the combination of decelerating growth + unprofitability + leadership instability + small float.
Any one of those might be manageable. All four together? You get valued at 1x.
The flip side: at 1x ARR with $110M+ in cash, 75%+ gross margins, and reaccelerating growth, DISCO is the kind of company that either gets acquired at a nice premium or becomes a multi-bagger if the turnaround sticks. A strategic buyer — a Relativity, a Thomson Reuters, a major legal services player — would pay 3-5x for this business in an M&A context. That’s a double or triple from here.
The stock was at nearly $66 in September 2021. It’s at about $4 today. That’s a 94% decline.
And yet the revenue is higher than when it was at $66.
That’s what happens when you go from 20x ARR to 1x ARR. The business didn’t die. The multiple did.
Is 1x ARR the Terminal State for Pre-AI SaaS?
Here’s the darker question nobody wants to ask: is CS Disco a preview of where a lot of B2B companies end up?
We’re in the middle of the SaaS Crash of 2026. Not a correction — a structural repricing of an entire generation of software companies that grew up in the pre-AI era. The companies that IPO’d in 2020-2021 at 20-40x ARR, rode the ZIRP wave, and then hit a wall when growth decelerated. Many are now trading at 2-4x revenue. Some are approaching 1x.
CS Disco might be the 1x ARR canary in the coal mine. But it won’t be the last.
Think about the math. If you’re a B2B company doing $100-200M in revenue, growing single digits, still not profitable, and you’re competing against AI-native startups that are growing 300-400% with hundreds of millions in VC backing — what’s your terminal multiple? The answer might be 1x. Or less. It might just be your cash balance.
That’s the real fear. Not that these companies go bankrupt — most have years of runway. But that the public market essentially says: we’ll pay you book value for your cash and your customer base, and nothing for the software itself, because we think AI-native competitors will eventually take it.
This is different from previous B2B corrections. In 2022-2023, multiples compressed because interest rates went up and growth slowed. But the underlying assumption was still that these were durable, defensible software businesses. What’s happening now is more existential. The market is starting to question whether pre-AI SaaS platforms have structural defensibility at all when a three-year-old startup can rebuild the core functionality on top of frontier models and sell it at a fraction of the price.
DISCO is a $155M revenue company with real customers, real gross margins, and a real AI product. And the market values the business itself — net of cash — at roughly what Harvey raises in a single funding round.
If you’re running a pre-AI B2B company growing under 10%, this should keep you up at night. Because CS Disco says: yes, 1x ARR — or even just 1x cash — might be where this ends.
The only way out is to either accelerate growth dramatically, get acquired before the market fully reprices you, or prove that your AI capabilities are genuinely competitive with the AI-native players. DISCO is trying to do all three. Most won’t succeed at any of them.
The AI Acceleration in Legal Is Real — Just Ask Filevine
Before we get to the private market comparisons, it’s worth stepping back and acknowledging: the AI wave in legal isn’t hype. It’s happening.
Filevine is the proof case. Ryan Anderson started building legal workflow software in 2014 — a Google spreadsheet that became a full legal operating system over a decade of grinding. Personal injury firms first, then every practice area. By 2022, they’d raised $108M in a Series D. Good company. Solid growth. But not a rocketship.
Then AI happened.
In September 2025, Filevine raised $400M at a $3 billion valuation. Their AI revenue is now growing 130% year-over-year. Their AI chat product grows 20%+ week over week. And here’s the kicker: their new AI revenue now exceeds their SaaS revenue on a quarter-over-quarter basis. They went from $200M+ ARR growing 50-60%, with 96% GRR, 124% NRR.
Anderson shared at SaaStr AI London that the transformation isn’t about bolting AI onto an old product. It’s about becoming an AI-native company that happens to have a decade of legal data, workflows, and customer relationships underneath it. That data moat — combined with distribution to 6,000 customers — is what makes AI-era incumbents potentially more dangerous than the startups.
This is the part of the legal AI story that matters for understanding DISCO’s situation. The opportunity is enormous. AI isn’t just incrementally improving legal work — it’s restructuring how the entire industry operates. Lawyers are adopting AI tools faster than almost anyone predicted. Filevine, Harvey, Legora, and a half-dozen other companies are all growing at rates that suggest this isn’t a bubble, it’s a platform shift.
The question for DISCO isn’t whether legal AI is real. It is. The question is whether DISCO can ride that wave or whether it gets swallowed by it.
Now Compare This to Harvey and Legora
This is where it gets really interesting — and really instructive for founders.
CS Disco does about $155M in revenue, has been in market for 12+ years, has real enterprise customers, 75%+ gross margins, and an AI product (Cecilia) that processes 32,000 documents per hour with 90%+ precision. Its enterprise value is ~$140M. Call it ~1x ARR.
Harvey just raised a $160M Series F in December 2025 at an $8 billion valuation. And as of this week, Forbes reports they’re in talks to raise another $200M at an $11 billion valuation. That would be their fourth mega-round in twelve months — $3B in February 2025, $5B in June, $8B in December, and now $11B. They hit $100M ARR in August 2025 — growing from roughly $10M in late 2023 to $66M in 2024 to $100M+ in mid-2025. They’ve raised over $1 billion total. In January 2026, they acquired Hexus for a reported $950M. They have 50 of the AmLaw 100, 1,000+ customers in 60 countries, and 860 employees. Three years old.
Legora raised a $150M Series C in October 2025 at a $1.8 billion valuation. It was valued at $675M just five months earlier. Founded in 2023, it has 400+ customers in 40+ markets, with clients like Linklaters, Cleary Gottlieb, and Goodwin. Revenue isn’t public, but estimates range up to ~$40M. That would put Legora at roughly 45x ARR. Two years old.
So here’s the comparison that should make every B2B founder think hard:
Read that again. CS Disco has more revenue than Harvey and likely 4-8x Legora’s. Yet Harvey is valued at nearly 80x what DISCO’s business is worth (net of cash), and Legora at 13x.
You can’t hide in your slow growth revenue. Not anymore.
What This Actually Means
This isn’t about whether Harvey or Legora are “overvalued” or DISCO is “undervalued.” Maybe both are true. Maybe neither.
Here’s what it means:
1. Growth rate is the single most important variable in B2B valuation. Not revenue. Not profitability. Not gross margin. Growth. Harvey going from $10M to $100M+ in two years is what gets you 80x. DISCO growing 5-10% gets you 1x. That’s the math.
2. “AI-native” vs. “AI-added” is a real distinction in the market’s eyes. Harvey and Legora were born in the LLM era. They’re built on top of frontier models, designed from scratch for how lawyers want to use AI in 2025. DISCO added Cecilia AI to an existing eDiscovery platform. The product may be just as good. The market doesn’t care. The narrative matters.
3. Private markets and public markets are living in different universes. Harvey at $8B and Legora at $1.8B are private market prices set by a handful of VCs who are explicitly “kingmaking” — pouring capital in to signal dominance and create a self-fulfilling prophecy. DISCO’s $250M market cap is set by public market investors who can sell any day and who discount everything. These are fundamentally different pricing mechanisms.
4. The incumbency penalty is real. DISCO was the first cloud-native eDiscovery player to IPO. It was the disruptor in 2021. Four years later, it’s the incumbent being disrupted — or at least that’s the narrative. Markets pay for the future, not the past. And right now, Harvey and Legora own the “future of legal AI” narrative.
5. There’s probably a massive arbitrage opportunity here. If you believe legal AI is a real, durable category — and the VCs backing Harvey and Legora clearly do — then a profitable AI-legal company with $155M in revenue, $113M in cash, and zero debt at 1x ARR is mispriced. Either Harvey/Legora are wildly overvalued, or DISCO is wildly undervalued. Or maybe the answer is somewhere in the middle, and a smart acquirer buys DISCO at 3x and gets a massive installed base, real revenue, and a running AI product for a fraction of what it costs to build Harvey.
The legal AI market is big enough to support multiple winners. But the valuation gap between the private-market darlings and the public-market incumbents is one of the most extreme I’ve seen in B2B.
DISCO at 1x. Harvey at 110x. Same industry. Same customers. Same thesis.
Note: This is not investment advice. Numbers are approximate based on most recent public filings and market data as of early February 2026.
